Embedding API Servers Vector Databases

RESTful API services and microservices for generating, caching, and serving text embeddings from various models. Includes wrapper APIs around embedding models and embedding infrastructure. Does NOT include vector databases, retrieval systems, or applications that consume embeddings.

There are 9 embedding api servers tools tracked. The highest-rated is different-ai/embedbase at 43/100 with 522 stars.

Get all 9 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=vector-db&subcategory=embedding-api-servers&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	different-ai/embedbase A dead-simple API to build LLM-powered apps	43	Emerging	522	TypeScript
2	guangzhengli/vectorhub Quickly and easily build AI website or application by using embeddings!	42	Emerging	390	TypeScript
3	yuniko-software/qwen3-tokenizer-dotnet Multi-language BPE tokenizer implementation for Qwen3 models. Lightweight...	39	Emerging	5	C#
4	IngestAI/embedditor ⚡ GUI for editing LLM vector embeddings. No more blind chunking. Upload...	37	Emerging	229	PHP
5	ux-nl/laravel-embeddings Create embeddings for your Eloquent models to use with OpenAI	34	Emerging	8	PHP
6	mpilhlt/embapi EmbAPI (/ɛmˈbɑːpeɪ/) ⚽, a RESTful Embeddings API	28	Experimental	2	Go
7	yuniko-software/qwen3-onnx Qwen3 models family inference using ONNX Runtime	25	Experimental	2	C#
8	jacky-xbb/supabase-vector-py how to use LangChain and Supabase to create a vector store for Documents...	19	Experimental	3	Python
9	North-Shore-AI/embed_ex Vector embeddings service for Elixir—multi-provider support (OpenAI, Cohere,...	18	Experimental	1	Elixir